2019
DOI: 10.1103/physrevlett.122.066101
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Control of Knock-On Damage for 3D Atomic Scale Quantification of Nanostructures: Making Every Electron Count in Scanning Transmission Electron Microscopy

Abstract: Understanding nanostructures down to the atomic level is the key to optimising the design of advanced materials with revolutionary novel properties. This requires characterisation methods capable of quantifying the three-dimensional (3D) atomic structure with the highest possible precision. A successful approach to reach this goal is to count the number of atoms in each atomic column from 2D annular dark field (ADF) scanning transmission electron microscopy (STEM) images. To count atoms with single atom sensit… Show more

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Cited by 16 publications
(20 citation statements)
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“…34,35 In addition, the material has shown a high electrical and thermal conductivity, 37 as well as stability under the electron beam, 38 partially due to its relatively larger size, in contrast to beam-sensitive and limited size nanoparticles. 39,40 We note that the formation of high energy surface atoms might not be accessible by the electron microscopy. For this experiment, we have advisedly chosen to perform a milder EA (0.1 M HClO 4 , 0.05–1.2 V RHE , 300 mV s –1 , 200 cycles) in order to observe early pore formation and reshaping, which is experimentally relatively unexplored.…”
mentioning
confidence: 92%
“…34,35 In addition, the material has shown a high electrical and thermal conductivity, 37 as well as stability under the electron beam, 38 partially due to its relatively larger size, in contrast to beam-sensitive and limited size nanoparticles. 39,40 We note that the formation of high energy surface atoms might not be accessible by the electron microscopy. For this experiment, we have advisedly chosen to perform a milder EA (0.1 M HClO 4 , 0.05–1.2 V RHE , 300 mV s –1 , 200 cycles) in order to observe early pore formation and reshaping, which is experimentally relatively unexplored.…”
mentioning
confidence: 92%
“…For ADF, imaging where perhaps up to 10% of primary electrons are scattered to the annular detector, this is equivalent to 2 × 10 6 primary electrons per second or ≈0.32 pA. Even using a relatively fine pixel size of 0.1 Å, this equates to a maximum electron dose for this technique of 100 e − /Å 2 , which would not be expected to deliver sufficient precision for many physical science studies (De Backer et al, 2015;Van Aert et al, 2019).…”
Section: Experiments Design and The Maximum Dose-ratementioning
confidence: 99%
“…2(b), the average percentage of correctly counted atomic columns by both methods, with a 95% confidence interval, is evaluated as a function of the electron dose. The hidden Markov model counts the number of atoms in each column more accurately, both at low electron doses, where Poisson noise dominates, and at high electron dose, where the scan distortion is the dominant noise contribution [63]. The improved performance of the hidden Markov model is a direct consequence of using the Viterbi algorithm to retrieve the counting results.…”
mentioning
confidence: 99%
“…This assumption is valid since the threshold energy for sputtering Pt atoms from a convex surface with step sites is 379 keV [16], well above the incident electron energy of 200 keV. We therefore do not expect sputtering of atoms from the surface, only surface diffusion [63]. Next, dynamic structural changes are determined from the time series analysis using a hidden Markov model, of which the results are shown schematically in Fig.…”
mentioning
confidence: 99%
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